{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "3D forward modeling of total-field magnetic anomaly using prolate\n",
    "ellipsoids (model with isotropic and anisotropic susceptibilities)\n",
    "\"\"\"\n",
    "# insert the figures in the notebook\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "from fatiando import utils, gridder\n",
    "import prolate_ellipsoid\n",
    "from mesher import ProlateEllipsoid\n",
    "import plot_functions as pf\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "from matplotlib.colors import BoundaryNorm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The regional field\n",
    "F, inc, dec = 23500., 30, -15\n",
    "\n",
    "# Create a model formed by two ellipsoids\n",
    "# The first ellipsoid does not have remanent magnetization and\n",
    "# has an anisotropic susceptibility (different principal susceptibilities\n",
    "# k1 = 0.3, k2 = 0.3, k3 = 0.1). \n",
    "# The second has a remanent magnetization of 2 A/m\n",
    "# and an isotropic susceptibility of (all principal susceptibilities\n",
    "# equal to 0.01)\n",
    "model = [ProlateEllipsoid(0., -2000., 1000., 900., 600., -29., 0., 0.,\n",
    "                          {'principal susceptibilities': [0.3, 0.2, 0.1],\n",
    "                          'susceptibility angles': [-20., 20., 9.]}),\n",
    "         ProlateEllipsoid(2500., 2500., 1000., 970., 500., 90., -32., 8.,\n",
    "                          {'remanent magnetization': [2, 90, 0.],\n",
    "                          'principal susceptibilities': [0.01, 0.01, 0.01],\n",
    "                          'susceptibility angles': [13, 50, 7]})]\n",
    "\n",
    "# Create a regular grid at 0m height\n",
    "shape = (200, 200)\n",
    "area = [-5000, 5000, -5000, 5000]\n",
    "xp, yp, zp = gridder.regular(area, shape, z = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 loops, best of 3: 113 ms per loop\n"
     ]
    }
   ],
   "source": [
    "# Time execution of the function prolate_ellipsoid.tf\n",
    "%timeit prolate_ellipsoid.tf(xp, yp, zp, model, F, inc, dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Calculate the total-field anomaly\n",
    "tf = prolate_ellipsoid.tf(xp, yp, zp, model, F, inc, dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGGCAYAAACjeVLSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16cea4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "plt.close('all')\n",
    "plt.figure()\n",
    "plt.axis('scaled')\n",
    "\n",
    "ranges = np.max(np.abs([np.min(tf), np.max(tf)]))\n",
    "levels = MaxNLocator(nbins=20).tick_values(-ranges, ranges)\n",
    "cmap = plt.get_cmap('RdBu_r')\n",
    "norm = BoundaryNorm(levels, ncolors=cmap.N, clip=True)\n",
    "\n",
    "plt.contourf(0.001*yp.reshape(shape), 0.001*xp.reshape(shape),\n",
    "             tf.reshape(shape), levels=levels,\n",
    "             cmap = cmap, norm=norm)\n",
    "plt.ylabel('x (km)')\n",
    "plt.xlabel('y (km)')\n",
    "plt.xlim(0.001*np.min(yp), 0.001*np.max(yp))\n",
    "plt.ylim(0.001*np.min(xp), 0.001*np.max(xp))\n",
    "cbar = plt.colorbar()\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxgAAAJQCAYAAAANAcLRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1732b048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close('all')\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "ranges = np.max(np.abs([np.min(tf), np.max(tf)]))\n",
    "levels = MaxNLocator(nbins=20).tick_values(-ranges, ranges)\n",
    "cmap = plt.get_cmap('RdBu_r')\n",
    "norm = BoundaryNorm(levels, ncolors=cmap.N, clip=True)\n",
    "\n",
    "cs = ax.contour(xp.reshape(shape), yp.reshape(shape), tf.reshape(shape),\n",
    "                zdir='z', offset=0, cmap=cmap, norm=norm, levels=levels,\n",
    "                linewidths=2)\n",
    "\n",
    "#cbar = fig.colorbar(cs)\n",
    "\n",
    "for m in model:\n",
    "    pf.draw_ellipsoid(ax, m, body_color=(1,1,0), body_alpha=0.3)\n",
    "\n",
    "ax.set_xlabel('x (m)')\n",
    "ax.set_ylabel('y (m)')\n",
    "ax.set_zlabel('z (m)')\n",
    "\n",
    "ax.view_init(215, 20)\n",
    "\n",
    "plt.tight_layout(True)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
